Title :
Image Processing for a Tactile/Vision Substitution System Using Digital CNN
Author :
Lin, Chien-Nan ; Yu, Sung-Nien ; Jin-Cheng Hu
Author_Institution :
Dept. of Electr. Eng., Nat. Chung Chen Univ., Ming-Hsiung
fDate :
Aug. 30 2006-Sept. 3 2006
Abstract :
In view of the parallel processing and easy implementation properties of CNN, we propose to use digital CNN as the image processor of a tactile/vision substitution system (TVSS). The digital CNN processor is used to execute the wavelet down-sampling filtering and the half-toning operations, aiming to extract important features from the images. A template combination method is used to embed the two image processing functions into a single CNN processor. The digital CNN processor is implemented on an intellectual property (IP) and is implemented on a XILINX VIRTEX II 2000 FPGA board. Experiments are designated to test the capability of the CNN processor in the recognition of characters and human subjects in different environments. The experiments demonstrates impressive results, which proves the proposed digital CNN processor a powerful component in the design of efficient tactile/vision substitution systems for the visually impaired people
Keywords :
cellular neural nets; character recognition; computer vision; feature extraction; handicapped aids; haptic interfaces; image sampling; parallel processing; sensory aids; wavelet transforms; XILINX VIRTEX II 2000 FPGA board; character recognition; digital CNN processor; feature extraction; half-toning operations; image processing; intellectual property; parallel processing; tactile-vision substitution system; template combination method; visually impaired people; wavelet down-sampling filtering; Cellular neural networks; Digital filters; Feature extraction; Field programmable gate arrays; Filtering; Image processing; Intellectual property; Machine vision; Parallel processing; Testing;
Conference_Titel :
Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
Conference_Location :
New York, NY
Print_ISBN :
1-4244-0032-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2006.260269